Conference Papers

Improving Intrinsic Exploration with Language Abstractions

Jesse Mu · Victor Zhong · Roberta Raileanu · Minqi Jiang · Noah Goodman · Tim Rocktäschel · Edward Grefenstette Poster Session: Tue 29 Nov 11 a.m. CST — 1 p.m. CST (Hall J #912) Link: https://nips.cc/virtual/2022/poster/53930

GriddlyJS: A Web IDE for Reinforcement Learning

Christopher Bamford · Minqi Jiang · Mikayel Samvelyan · Tim Rocktäschel Poster Session: Wed 30 Nov 11 a.m. CST — 1 p.m. CST (Hall J #1026) Link: https://nips.cc/virtual/2022/poster/55728

Exploration via Elliptical Episodic Bonuses

Mikael Henaff · Roberta Raileanu · Minqi Jiang · Tim Rocktäschel Poster Session: Wed 30 Nov 11 a.m. CST — 1 p.m. CST(Hall J #105) Link: https://nips.cc/virtual/2022/poster/54864

Improving Policy Learning via Language Dynamics Distillation

Victor Zhong · Jesse Mu · Luke Zettlemoyer · Edward Grefenstette · Tim Rocktäschel Poster Session: Wed 30 Nov 11 a.m. CST — 1 p.m. CST (Hall J #912) Link: https://nips.cc/virtual/2022/poster/54678

Grounding Aleatoric Uncertainty for Unsupervised Environment Design

Minqi Jiang · Michael Dennis · Jack Parker-Holder · Andrei Lupu · Heinrich Küttler · Edward Grefenstette · Tim Rocktäschel · Jakob Foerster Poster Session: Wed 30 Nov 4 p.m. CST — 6 p.m. CST (Hall J #403) Link: https://nips.cc/virtual/2022/poster/54226

ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective

Yihong Chen · Pushkar Mishra · Luca Franceschi · Pasquale Minervini · Pontus Lars Erik Saito Stenetorp · Sebastian Riedel Poster Session: Wed 30 Nov 4 p.m. CST — 6 p.m. CST (Hall J #914) Link: https://nips.cc/virtual/2022/poster/53289

Learning General World Models in a Handful of Reward-Free Deployments

Yingchen Xu · Jack Parker-Holder · Aldo Pacchiano · Philip Ball · Oleh Rybkin · Stephen Roberts · Tim Rocktäschel · Edward Grefenstette Poster Session: Thu 1 Dec 11 a.m. CST — 1 p.m. CST (Hall J #520) Link: https://nips.cc/virtual/2022/poster/54963

Dungeons and Data: A Large-Scale NetHack Dataset

Eric Hambro · Roberta Raileanu · Danielle Rothermel · Vegard Mella · Tim Rocktäschel · Heinrich Küttler · Naila Murray Poster Session: Thu 1 Dec 4 p.m. CST — 6 p.m. CST (Hall J #1028) Link: https://nips.cc/virtual/2022/poster/55701